Financial time series and their characteristics
Linear time series
Volatility models
Nonlinear models and their applications.
Analysis of financial time series by Ruey S. Tsay. ISBN 9780470414354. Published by Wiley in 2010. Publication and catalogue information, links to buy online and reader comments.